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paperarXivTrust 82 · PrimaryPublished 29d agoLive · 28d ago

Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction

Accurate short-term wind power forecasting is essential for grid stability and operational planning, yet remains challenging due to the complex interactions between atmospheric conditions and turbine dynamics. However, existing methods fail to effectively incorporate weather forecasting with wind turbine data (i.e., SCADA), leading to suboptimal solutions. To address this, we introduce a multimodal framework that integrates historical point-based SCADA data with grid-based Numerical Weather Prediction (NWP) forecasts, which is challenging due to heterogeneous input and the complex physical win

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  • FuzzyOverlapping authors or contributors · 62%DietrichGebert/ponytail

    Shared author/contributor keys: cheng

  • FuzzyOverlapping authors or contributors · 62%modular/modular

    Shared author/contributor keys: liu

  • FuzzyOverlapping authors or contributors · 62%sgl-project/sglang

    Shared author/contributor keys: zhou

  • FuzzySimilar title/name (fuzzy) · 59%amazon-science/chronos-forecasting

    Fuzzy title match (0.73): “Fourier Geometric Wind Power Forecasting with Numerical Weat” ≈ “amazon-science/chronos-forecasting”

  • LinkedLinked via arxiv author · 85%Shiyuan Piao

    Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction

  • LinkedLinked via arxiv author · 85%Fan Zehui

    Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction

  • LinkedLinked via arxiv author · 85%Tianyang Liu

    Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction

  • LinkedLinked via arxiv author · 85%Hong Cheng

    Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction

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